The COMPASS framework enhances the safety of LLM-powered search agents by effectively managing multi-step reasoning and tool use, addressing the risks of harmful sub-queries. It offers a promising safety-utility balance while minimizing training data requirements, potentially improving the reliability of AI systems in various applications.